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library(plotly)

Attaching package: ‘plotly’

The following object is masked from ‘package:ggplot2’:

    last_plot

The following object is masked from ‘package:stats’:

    filter

The following object is masked from ‘package:graphics’:

    layout

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names(df)
 [1] "Release"               "Release.date"          "Release.type"          "Band"                 
 [5] "Genre"                 "Location"              "Lyrical.themes"        "Number.of.reviews"    
 [9] "Average.rating"        "genre_early"           "genre_later"           "genre_early_secondary"
[13] "genre_later_secondary" "location_early"        "genre_early_main"      "genre_later_main"     
[17] "genre_early_stripped"  "genre_later_stripped" 
levels(df_year$genre_early_main)
 [1] "Heavy Metal"       "Doom Metal"        "Thrash Metal"      "Power Metal"      
 [5] "Nu Metal"          "Progressive Metal" "Black Metal"       "Metalcore"        
 [9] "Death Metal"       "Folk Metal"        "Ambient"          
names(df)
 [1] "Release"               "Release.date"          "Release.type"          "Band"                  "Genre"                
 [6] "Location"              "Lyrical.themes"        "Number.of.reviews"     "Average.rating"        "genre_early"          
[11] "genre_later"           "genre_early_secondary" "genre_later_secondary" "location_early"        "genre_early_main"     
[16] "genre_later_main"      "genre_early_stripped"  "genre_later_stripped"  "release_year"         
df %>% plot_ly(x = ~Number.of.reviews, y = ~Average.rating, name = "Band")
No trace type specified:
  Based on info supplied, a 'scatter' trace seems appropriate.
  Read more about this trace type -> https://plot.ly/r/reference/#scatter
No scatter mode specifed:
  Setting the mode to markers
  Read more about this attribute -> https://plot.ly/r/reference/#scatter-mode
No trace type specified:
  Based on info supplied, a 'scatter' trace seems appropriate.
  Read more about this trace type -> https://plot.ly/r/reference/#scatter
No scatter mode specifed:
  Setting the mode to markers
  Read more about this attribute -> https://plot.ly/r/reference/#scatter-mode

---
title: "R Notebook"
output: html_notebook
---

This is an [R Markdown](http://rmarkdown.rstudio.com) Notebook. When you execute code within the notebook, the results appear beneath the code. 

Try executing this chunk by clicking the *Run* button within the chunk or by placing your cursor inside it and pressing *Cmd+Shift+Enter*. 
```{r}
library(tidyverse)
library(plotly)
```

```{r}
df <- read.csv('albums_cleaned.csv', stringsAsFactors = FALSE)
head(df)
```

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```{r}
names(df)
```
```{r}
library(lubridate)
df <- df %>% filter(!(genre_early_main %in% c('Rock', 'Other'))) %>% 
  mutate(release_year = as.numeric(str_sub(Release.date,1,4)))

df_year <- df %>% 
  filter(!(genre_early_main %in% c('Rock', 'Other'))) %>%
  mutate(release_year = str_sub(Release.date,1,4), 
         release_year_month = str_sub(Release.date,1,7)) %>% 
    mutate(release_year = as.numeric(release_year)) %>% 
  filter(!is.na(genre_early_main), genre_early_main != '', release_year >= 1970, release_year < 2019) %>%
  group_by(release_year) %>% 
  count(genre_early_main) %>%
  mutate(percent = n/sum(n)) %>% 
  ungroup() %>% 
  mutate(genre_early_main = fct_reorder(genre_early_main, release_year))
  #summarize(a = count(genre_early_main)/total)# %>%
  #count(genre_early_main)


df_year %>% arrange(release_year)
```
```{r}
levels(df_year$genre_early_main)
```
```{r}
df_year %>% h
```


```{r fig.height=5, fig.width=8}
g1 <- ggplot(df_year, aes(x=release_year, 
                          y=percent, 
                          # text = sprintf("Genre: %s
                          #                Number of Releases: %s,
                          #                Percent: %s",
                          #                genre_early_main, n, scales::percent(percent)),
                          fill=fct_rev(genre_early_main)
                          )) + 
    geom_area(position = 'stack') + 
  labs(x="Release Year", 
       y = "Percent of Releases", 
       fill = "Main Genre",
       title = "Percent of Metal Genre Releases By Year") + 
  #xlim(c(1970, 2018)) + ylim(c(0, 1)) + 
    scale_y_continuous(limits=c(0,1), labels = scales::percent, expand = c(0, 0)) + 
  scale_x_continuous(limits=c(1970, 2018), expand = c(0, 0)) + 
  scale_fill_manual(values = c("Black Metal" = "#000000", #black
                                "Death Metal" = "#8f0000", #dark red
                               "Thrash Metal" = "#7cf000", #light green
                               "Doom Metal" = "#7e3f0c", #brown
                               "Ambient" = "#7d7d7d", #gray
                               "Power Metal" = "#f72bad", #pink
                               "Heavy Metal" = "#1d00fa", #blue
                               "Metalcore" = "#ee6917",
                               "Nu Metal" = "#ffd60a",
                               "Progressive Metal" = "#0adeff", #light blue
                               "Folk Metal" = "#b120d9" #purple
                               )
                     ) + 
  theme(panel.grid.major = element_blank(), panel.grid.minor = element_blank(),
  panel.background = element_blank(), axis.line = element_line(colour = "black"))
g1
ggplotly(g1, 
         tooltip = "text", 
         width = 900, height = 600)
```
```{r}
names(df)
```

```{r fig.height=5, fig.width=5}
g2 <- df %>% filter(!(genre_early_main %in% c('Rock', 'Other'))) %>%
  mutate(release_year = as.numeric(str_sub(Release.date, 1, 4)),
         Average.rating = round(Average.rating, 1)) %>% 
  filter(Number.of.reviews >= 5) %>%
  ggplot() + 
  geom_point(aes(x = Number.of.reviews, 
                 y = Average.rating,
                 color = genre_early_main,
                 text=sprintf("Band: %s
                              Album: %s
                              Release Date: %s
                              Genre: %s
                              Rating: %s
                              Number of Reviews: %s
                              Tags: %s", 
                              Band, Release, Release.date, genre_early_main, Average.rating, Number.of.reviews, genre_early_stripped)), 
             position = position_jitter(width = 0.5, height = 0.5),
             size = 0.4,
             alpha = 0.6
             ) + 
  labs(x="Number of Reviews", 
       y = "Rating", 
       color = "Main Genre",
       title = "Metal Releases By Rating and Number of Reviews") + 
    scale_color_manual(values = c("Black Metal" = "#000000", #black
                                "Death Metal" = "#8f0000", #dark red
                               "Thrash Metal" = "#7cf000", #light green
                               "Doom Metal" = "#7e3f0c", #brown
                               "Ambient" = "#7d7d7d", #gray
                               "Power Metal" = "#f72bad", #pink
                               "Heavy Metal" = "#1d00fa", #blue
                               "Metalcore" = "#ee6917",
                               "Nu Metal" = "#ffd60a",
                               "Progressive Metal" = "#0adeff", #light blue
                               "Folk Metal" = "#b120d9" #purple
                               )
                     ) + 
    scale_y_continuous(limits=c(0,100),  expand = c(0, 0)) + 
  scale_x_continuous(limits=c(5, 45), expand = c(0, 0)) + 
  theme_light() + 
  theme(#panel.grid.major = element_blank(), 
        #panel.grid.minor = element_blank(),
        #panel.background = element_blank(), 
        axis.line = element_line(colour = "black"))
  #geom_jitter()
ggplotly(g2, tooltip="text")
# example query
# https://www.metal-archives.com/search?searchString=iron+maiden&type=band_name
```
```{r}
df
```

```{r fig.height=6, fig.width=8}
g3 <- df %>% filter(!(genre_early_main %in% c('Rock', 'Other')),
                    Number.of.reviews >= 5) %>%
  mutate(Average.rating = round(Average.rating, 1),
         release_year_month = case_when(
           str_sub(Release.date, 6, 7)=='00' ~ paste0(str_sub(Release.date, 1, 5), '01-01'),
           str_sub(Release.date, 9, 10)=='00' ~ paste0(str_sub(Release.date, 1, 8), '01'),
           TRUE ~ Release.date)
         #release_year_month = ymd(release_year_month, origin=lubridate::origin)
         ) %>%
  ggplot(aes(x = release_year_month, 
                 y = Average.rating,
                 color = genre_early_main,
             group = Band)
         ) + 
  geom_line(alpha=0.1) + 
  geom_point(aes(size = Number.of.reviews,
                 text=sprintf("Band: %s
                              Album: %s
                              Release Date: %s
                              Genre: %s
                              Rating: %s
                              Number of Reviews: %s
                              Tags: %s", 
                              Band, Release, Release.date, genre_early_main, Average.rating, Number.of.reviews, genre_early_stripped)),
             position = position_jitter(width = 0.25, height = 0.5),
             alpha = 0.4
             ) + 
  labs(x= "Release Year", 
       y = "Rating", 
       color = "Main Genre",
       size = "Number of Reviews",
       title = "Metal Releases By Rating and Release Year") + 
    scale_color_manual(values = c("Black Metal" = "#000000", #black
                                "Death Metal" = "#8f0000", #dark red
                               "Thrash Metal" = "#7cf000", #light green
                               "Doom Metal" = "#7e3f0c", #brown
                               "Ambient" = "#7d7d7d", #gray
                               "Power Metal" = "#f72bad", #pink
                               "Heavy Metal" = "#1d00fa", #blue
                               "Metalcore" = "#ee6917",
                               "Nu Metal" = "#ffd60a",
                               "Progressive Metal" = "#0adeff", #light blue
                               "Folk Metal" = "#b120d9" #purple
                               )
                     ) + 
    scale_y_continuous(limits=c(0,100),  expand = c(0, 0)) + 
  #scale_x_continuous(limits=c(1970, 2018), expand = c(0, 0)) + 
  scale_size_continuous(range=c(1,8)) + 
  theme_light() + 
  theme(#panel.grid.major = element_blank(), 
        #panel.grid.minor = element_blank(),
        #panel.background = element_blank(), 
        axis.line = element_line(colour = "black"))
  #geom_jitter()
g3
ggplotly(g3, tooltip="text", height = 800, width = 1200)

df %>% filter(!(genre_early_main %in% c('Rock', 'Other')),
                    Number.of.reviews >= 5) %>%
  mutate(release_year = as.numeric(str_sub(Release.date, 1, 4)),
         Release.date = case_when(str_sub(Release.date, 6, 7)=='00' ~ as.character(release_year),
                                  str_sub(Release.date, 9, 10)=='00' ~ str_sub(Release.date, 1, 7),
                                  TRUE ~ Release.date),
         #r = lubridate::ymd(Release.date),
         r = lubridate::ymd(Release.date, 
                            truncated=2
                            #origin=lubridate::origin
                            ),
         release_year_month = case_when(!is.na(r) ~ r,
                                         TRUE ~ release_year)
         # release_year_month = ymd(Release.date, 
         #                          truncated=2,
         #                          origin = '1965-01-01')
         ) %>% select(Release.date, release_year_month, r)

df %>% mutate(release_year_month = ymd(Release.date,
                                       truncated=2)) %>% arrange(release_year_month) %>% select(Release.date, release_year_month)
df %>% 
  mutate(r = case_when(str_sub(Release.date, 6, 7) == '00' ~ as.Date(as.character(release_year), format='%Y'),
                       TRUE ~ as.Date(Release.date, format='%Y-%m-%d')
                       )
              ) %>% select(Release.date, release_year, r)
df %>% 
  select(Release.date) %>% 
  mutate(r = case_when(str_sub(Release.date, 6, 7)=='00' ~ paste0(str_sub(Release.date, 1, 5), '01-01'),
                       str_sub(Release.date, 9, 10)=='00' ~ paste0(str_sub(Release.date, 1, 8), '01'),
                       TRUE ~ Release.date
                       ),
         release_day = ymd(r)
         )
df %>% mutate(r=ymd(Release.date))
df %>% select(Release.date) %>% arrange(Release.date)
```


```{r}
df
df %>% 
  plot_ly(x = ~Number.of.reviews, y = ~Average.rating) %>%
  add_markers()
```




```{r fig.width=5}
df_year <- df_year %>% ungroup() %>% mutate(release_year = as.numeric(release_year)) %>% filter(release_year < 2019, release_year >= 1969)
df_year <- df_year %>% mutate(genre_early_main = fct_reorder(genre_early_main, release_year))
df_year <- df_year %>% filter(!is.na(genre_early_main), n>0)
ggplot(df_year, aes(x=release_year, y=percent, fill=genre_early_main)) + 
    geom_area(position = 'stack')
```

```{r}
df_year_month <- df %>% mutate(release_year = str_sub(Release.date,1,4), 
                               release_year_month = str_sub(Release.date,1,7)
                               ) %>% 
  group_by(release_year_month) %>% 
  count(genre_early_main) %>% 
  mutate(percent = n/sum(n))# %>% 
  #ungroup() %>% 
  #mutate(release_year_month = lubridate::as_datetime(release_year_month)) %>% 
  #mutate(genre_early_main = fct_reorder(genre_early_main, release_year_month))


df_year_month %>% 
  ggplot(aes(x=release_year_month, y=percent, fill=genre_early_main)) + 
  geom_area(position='stack')

df_year_month
```

